{
 "cells": [
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 柱状图",
   "id": "9c1a5c25afe2e625"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-09-03T06:29:53.613693Z",
     "start_time": "2025-09-03T06:29:53.610543Z"
    }
   },
   "cell_type": "code",
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# 设置中文字体\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei', 'Microsoft YaHei', 'DejaVu Sans']  # 黑体、微软雅黑\n",
    "plt.rcParams['axes.unicode_minus'] = False  # 解决负号显示问题\n",
    "path = 'D:/2506A/monty03/day08/file/'"
   ],
   "id": "6f38e5b5659047de",
   "outputs": [],
   "execution_count": 21
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "## 1. 第一个柱状图",
   "id": "9a9e7824712ffad0"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-09-03T06:18:21.517226Z",
     "start_time": "2025-09-03T06:18:21.411026Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 1. 读取数据\n",
    "data = pd.read_excel(path + '成绩.xlsx')\n",
    "print(data)\n",
    "\n",
    "# 2. 画柱状图\n",
    "plt.bar(data['姓名'], data['成绩'])\n",
    "# 3. 显示柱状图\n",
    "plt.show()"
   ],
   "id": "a20e527058c9ffe6",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "    姓名  成绩\n",
      "0  聂茹凤  98\n",
      "1  谭鑫宇  95\n",
      "2  韩耀祖  96\n",
      "3  刘千琪  87\n",
      "4  李欣桐  90\n",
      "5  崔龙腾  65\n",
      "6  李伟聪  31\n",
      "7  李兆康  72\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 8
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-09-03T06:42:06.508969Z",
     "start_time": "2025-09-03T06:42:06.351019Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 1. 读取数据\n",
    "data = pd.read_excel(path + '成绩.xlsx')\n",
    "# 对读取到的额数据进行排序,排序后会返回一个新的DF，添加inplace=True 参数，在原数组中排序\n",
    "# 默认是升序排序，ascending= False 降序排序\n",
    "data.sort_values(by='成绩', inplace=True, ascending=False)\n",
    "print(data)\n",
    "\n",
    "# 2. 画柱状图\n",
    "plt.bar(data['姓名'], data['成绩'])\n",
    "\n",
    "# 设置横纵坐标\n",
    "plt.xlabel('姓名')\n",
    "plt.ylabel('成绩')\n",
    "\n",
    "# 设置横坐标字体倾斜\n",
    "plt.xticks(data.姓名, rotation=45)\n",
    "\n",
    "# 指定Y轴显示数据群建\n",
    "plt.ylim(0, 100)\n",
    "\n",
    "# 自适应的紧凑型布局\n",
    "plt.tight_layout()\n",
    "\n",
    "# 显示图例\n",
    "plt.legend(labels=['图例'], loc='upper right')\n",
    "\n",
    "# 给图标添加标题\n",
    "plt.title('人工智能2506A班学生成绩', fontsize='20', fontweight='bold')\n",
    "\n",
    "# 保存图片\n",
    "plt.savefig(path + '成绩.jpg')\n",
    "\n",
    "# 3. 显示柱状图\n",
    "plt.show()"
   ],
   "id": "18dc0b845c8e6d80",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "    姓名  成绩\n",
      "0  聂茹凤  98\n",
      "2  韩耀祖  96\n",
      "1  谭鑫宇  95\n",
      "4  李欣桐  90\n",
      "3  刘千琪  87\n",
      "7  李兆康  72\n",
      "5  崔龙腾  65\n",
      "6  李伟聪  31\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 36
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": [
    "## 第二个柱状图\n",
    "- 1. bar(x,height,width=0.8,bottom=None,***,align='center',data=None,**kwargs)\n"
   ],
   "id": "7530f93633ae1d7"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-09-03T07:30:06.794629Z",
     "start_time": "2025-09-03T07:30:06.687325Z"
    }
   },
   "cell_type": "code",
   "source": [
    "plt.bar(x=data.姓名, height=data.成绩, width=0.8, alpha=0.5, align='center', bottom=30, color='red', edgecolor='blue',\n",
    "        linewidth=5, orientation='vertical')\n",
    "\n",
    "plt.title('人工智能2506A班成绩', fontsize='20', fontweight='bold')\n",
    "# 设置标签\n",
    "plt.xlabel('姓名')\n",
    "plt.ylabel('成绩')\n",
    "# 设置图例\n",
    "plt.legend(labels=['成绩'], loc='upper right')\n",
    "\n",
    "# 设置横坐标字体倾斜\n",
    "plt.xticks(data.姓名, rotation=45)\n",
    "\n",
    "plt.show()"
   ],
   "id": "ef6ed0fcc0950ba0",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 105
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-09-03T07:32:25.248864Z",
     "start_time": "2025-09-03T07:32:25.165043Z"
    }
   },
   "cell_type": "code",
   "source": [
    "plt.barh(y=data.姓名, width=data.成绩, orientation='horizontal', height=0.5, alpha=0.5, align='center', color='red',\n",
    "         edgecolor='blue',\n",
    "         left=30, linewidth=5)\n",
    "\n",
    "# 设置标题\n",
    "plt.title('人工智能2506A班成绩', fontsize='20', fontweight='bold')\n",
    "# 设置图例\n",
    "plt.xlabel('成绩')\n",
    "plt.ylabel('姓名')\n",
    "# 设置标签\n",
    "plt.legend(labels=['图例'], loc='upper right')\n",
    "# 设置字体倾斜\n",
    "plt.yticks(data.姓名, rotation=45)\n",
    "\n",
    "plt.show()"
   ],
   "id": "d98ead7bbd2e9af5",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 110
  },
  {
   "metadata": {
    "SqlCellData": {
     "variableName$1": "df_sql1"
    }
   },
   "cell_type": "code",
   "outputs": [],
   "execution_count": null,
   "source": "%%sql\n",
   "id": "4dbbaed1379b652f"
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "## 多条柱状图",
   "id": "f2526f6fd474bc7"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-09-03T09:08:18.450110Z",
     "start_time": "2025-09-03T09:08:18.214151Z"
    }
   },
   "cell_type": "code",
   "source": [
    "import numpy as np\n",
    "\n",
    "# 1. 读取文件\n",
    "data = pd.read_excel(path + '成绩2.xlsx')\n",
    "# 2. 排序\n",
    "# 这里是按照机试降序排序，如果机试成绩一样，按照理论升序排序\n",
    "data.sort_values(by=['机试', '理论'], ascending=[False, True], inplace=True)\n",
    "\n",
    "# 3. 画图\n",
    "# 这里x可以是标识，更多的是用于表示位置\n",
    "bar_with = 0.8\n",
    "x = np.arange(len(data.姓名))  # [0 1 2 3 4 5 6 7]\n",
    "print(x)\n",
    "plt.bar(x=x - bar_with / 4, height=data.机试, align='center', width=bar_with / 2, color='red')\n",
    "plt.bar(x=x + bar_with / 4, height=data.理论, align='center', width=bar_with / 2, color='blue')\n",
    "\n",
    "#  使用 plt.xticks() 来设置标签\n",
    "plt.xticks(x, data.姓名, rotation=45)\n",
    "\n",
    "# 设置标题\n",
    "plt.title('人工智能2506A成绩', fontsize='20', fontweight='bold')\n",
    "# 设置图例\n",
    "plt.legend(['机试', '理论'], loc='upper right')\n",
    "# 设置标签\n",
    "plt.xlabel('姓名')\n",
    "plt.ylabel('成绩')\n",
    "\n",
    "\n",
    "# enumerate 函数 获取获取数据中的某一列\n",
    "for x,y1 in enumerate(data.机试):\n",
    "    plt.text(x=x- 0.25 * bar_width ,y=y1*0.75,s=str(y1),fontsize=11,color='black',ha='center',va='bottom')\n",
    "\n",
    "for x,y2 in enumerate(data.理论):\n",
    "    plt.text(x=x + 0.25 * bar_width ,y=y2*0.75,s=str(y2),fontsize=11,color='black',ha='center',va='bottom')\n",
    "\n",
    "# 获取当前图像\n",
    "img = plt.gcf()\n",
    "# 设置图像 ,距离底部20% ，距离顶部40%\n",
    "img.subplots_adjust(bottom=0.2, top=0.8)\n",
    "\n",
    "plt.savefig(path + '成绩2.jpg')\n",
    "\n",
    "# # 4. 显示\n",
    "plt.show()\n"
   ],
   "id": "117a0e33f72bfce9",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[0 1 2 3 4 5 6 7]\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 209
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": [
    "## plt.text()函数 添加数据标签\n",
    "- 函数：.text(x,y,string,fontsize=15,ha=\"right\",va=\"top\",rotation=45)\n",
    "- 参数\n",
    "\t-\ta. x,y：表示坐标值上的值\n",
    "\t-\tb. s: 表示说明文字\n",
    "\t-\tc. fontsize: 表示字体大小\n",
    "\t-\td. va：垂直对齐方式，参数： ['center'  | 'top' | 'bottom' | 'baseline']\n",
    "\t-\te. ha: 水平对齐方式： 参数：['center' | 'right' | 'left' ]\n",
    "\t-\tf. rotation: 旋转角度\n"
   ],
   "id": "787b5a2ee9c1cc8e"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-09-03T09:06:37.056527Z",
     "start_time": "2025-09-03T09:06:36.967804Z"
    }
   },
   "cell_type": "code",
   "source": [
    "data = pd.read_excel(path + '销售额.xlsx')\n",
    "# 排序\n",
    "data.sort_values(by=['商家A', '商家B'], ascending=[False, False], inplace=True)\n",
    "\n",
    "bar_width = 0.8\n",
    "x = np.arange(len(data.商品))\n",
    "\n",
    "# 画柱状体\n",
    "plt.bar(x=x - 0.25 * bar_width, height=data.商家A, width=bar_width * 0.5, align='center')\n",
    "plt.bar(x=x + 0.25 * bar_width, height=data.商家B, width=bar_width * 0.5, align='center')\n",
    "\n",
    "# 设置标签\n",
    "plt.xticks(x,data.商品,rotation=45)\n",
    "\n",
    "# enumerate 函数 获取获取数据中的某一列\n",
    "for x,y1 in enumerate(data.商家A):\n",
    "    plt.text(x=x- 0.25 * bar_width ,y=y1*0.75,s=str(y1),fontsize=11,color='black',ha='center',va='bottom')\n",
    "\n",
    "for x,y2 in enumerate(data.商家B):\n",
    "    plt.text(x=x + 0.25 * bar_width ,y=y2*0.75,s=str(y2),fontsize=11,color='black',ha='center',va='bottom')\n",
    "\n",
    "plt.show()"
   ],
   "id": "d0e041e7747b5db7",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 208
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "## 叠加柱状图",
   "id": "325edf33b2de7c9e"
  },
  {
   "metadata": {
    "SqlCellData": {
     "variableName$1": "df_sql2"
    }
   },
   "cell_type": "code",
   "outputs": [],
   "execution_count": null,
   "source": "%%sql\n",
   "id": "f7ad2b799a77e00f"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-09-03T10:22:21.035243Z",
     "start_time": "2025-09-03T10:22:20.895870Z"
    }
   },
   "cell_type": "code",
   "source": [
    "data = pd.read_excel(path + '成绩3.xlsx')\n",
    "\n",
    "data.sort_values(by=['机试', '理论','品德'], ascending=[False, False,False], inplace=True)\n",
    "\n",
    "plt.bar(x=data.姓名,height=data.机试,label='机试')\n",
    "plt.bar(x=data.姓名,height=data.理论,bottom=data.机试,label='理论')\n",
    "plt.bar(x=data.姓名,height=data.品德,bottom=data.机试 + data.理论,label='品德')\n",
    "\n",
    "\n",
    "# 设置图例位置\n",
    "# 图例\n",
    "\"\"\"\n",
    "loc='upper center'：将图例放置在图表的上部中心位置。\n",
    "ncol=3：将图例分成3列显示。\n",
    "\"\"\"\n",
    "plt.legend(loc='upper right',ncol=1)\n",
    "\n",
    "bar_width = 0.8\n",
    "\n",
    "# 这里画图31比65的块长的问题是 data['理论'][x2] 可能在排序后索引不匹配导致的，应该使用 data.理论.iloc[x2]\n",
    "# iloc 是 pandas 中用于基于整数位置的索引 基本语法：data.iloc[行索引, 列索引]\n",
    "for x1,y1 in enumerate(data.机试):\n",
    "    plt.text(x=x1- 0.25 * bar_width ,y=y1-20,s=str(y1),fontsize=11,color='black',ha='center',va='bottom')\n",
    "\n",
    "\n",
    "for x2,y2 in enumerate( data.机试 + data.理论 ):\n",
    "    plt.text(x=x2 - 0.25 * bar_width ,y=y2-20,s=str(data.理论.iloc[x2]),fontsize=11,color='black',ha='center',va='bottom')\n",
    "\n",
    "\n",
    "\n",
    "for x3,y3 in enumerate(data.机试 + data.理论 + data.品德):\n",
    "    plt.text(x=x3- 0.25 * bar_width ,y=y3-20,s=str(data.品德.iloc[x3]),fontsize=11,color='black',ha='center',va='bottom')\n",
    "    plt.text(x=x3- 0.25 * bar_width ,y=y3+1,s=str(y3),fontsize=11,color='yellow',ha='center',va='bottom')\n",
    "\n",
    "\n",
    "plt.show()"
   ],
   "id": "ab5421188ac0f9fe",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 291
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
